{"id":"W4416396628","doi":"10.1016/j.dwt.2025.101565","title":"Forever chemicals (PFAS) in landfill leachate: Insights into fate, transport, and treatment strategies","year":2025,"lang":"en","type":"article","venue":"Desalination and Water Treatment","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Environmental remediation; Leachate; Dispose pattern; Work (physics); Hazardous waste; Human health; Resilience (materials science); Contamination","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008894819,0.000706912,0.0008427664,0.001528995,0.0003442157,0.001647686,0.0004499682,0.0009456339,0.001237082],"category_scores_gemma":[0.0004714687,0.0002435231,0.0009890161,0.001624474,0.0004489785,0.002092751,0.0006254659,0.0007924401,0.0005467315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340416,"about_ca_system_score_gemma":0.002288413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004024568,"about_ca_topic_score_gemma":0.006558944,"domain_scores_codex":[0.9995804,0.00007273474,0.00004197978,0.00007555481,0.0001617347,0.00006764472],"domain_scores_gemma":[0.9998143,0.0000556171,0.00004001471,0.000007606181,0.00007212855,0.0000103045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002564689,0.0001911868,0.007249879,0.02953722,0.0003761812,0.001153751,0.0008520534,0.01345366,0.1358423,0.03223957,0.007159052,0.7716887],"study_design_scores_gemma":[0.00003175662,0.0009225974,0.01488628,0.006347905,0.00107392,0.002226745,0.002741806,0.01062934,0.1582557,0.03257738,0.7700873,0.0002192666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05045662,0.9210405,0.01439067,0.003083676,0.0002221551,0.00006301997,0.0005648013,0.00007772315,0.01010086],"genre_scores_gemma":[0.1457537,0.8425965,0.006565274,0.0008100612,0.0001186983,0.00005642721,0.0003760937,0.00001970051,0.003703498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004024568,"threshold_uncertainty_score":0.009725451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237945092024402,"score_gpt":0.272179566196939,"score_spread":0.259800115276695,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}